# kaal:claim:4941807-017

**Claim.** As AI systems come to depend on vast data, personal information is converted from a resource the individual could control and deploy at discretion into a fundamental operational input for AI systems, which increases the potential for misuse and makes it harder for individuals to manage how their data is used.

**Type.** mechanism  **Support.** argued

**Holds when.**

- where AI operation requires large volumes of personal data

**Source quote.**

> As AI technologies evolve, they rely heavily on vast amounts of data, transforming personal information from a resource that individuals could control and use at their discretion into a fundamental operational tool for AI systems.

**From.** Wulf A. Kaal, *AI Governance Via Web3 Reputation System* (2024), Shortcomings in Existing AI Governance, page 18

**Cite as.** Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807

**Verify.** sha256 of source PDF `ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20AI%20Governance%20Via%20Web3%20Reputation%20System.pdf

**Failure mode.** erosion of individual data control  (family: privacy-and-surveillance-risk)

**Topics.** consensus-and-security, governance-design, ai-and-agents

**Keywords.** privacy, personal-data, data-control, ai-governance, surveillance

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